{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TSNE plot of embeddings with sklearn tsne"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function \n",
    "from keras import backend as K\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.manifold import TSNE\n",
    "import time\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_activations(model, model_inputs, print_shape_only=False, layer_name=None):\n",
    "    print('----- activations -----')\n",
    "    activations = []\n",
    "    inp = model.input\n",
    "\n",
    "    model_multi_inputs_cond = True\n",
    "    if not isinstance(inp, list):\n",
    "        # only one input! let's wrap it in a list.\n",
    "        inp = [inp]\n",
    "        model_multi_inputs_cond = False\n",
    "\n",
    "    outputs = [layer.output for layer in model.layers if\n",
    "               layer.name == layer_name or layer_name is None]  # all layer outputs\n",
    "\n",
    "    funcs = [K.function(inp + [K.learning_phase()], [out]) for out in outputs]  # evaluation functions\n",
    "\n",
    "    if model_multi_inputs_cond:\n",
    "        list_inputs = []\n",
    "        list_inputs.extend(model_inputs)\n",
    "        list_inputs.append(0.)\n",
    "    else:\n",
    "        list_inputs = [model_inputs, 0.]\n",
    "\n",
    "    # Learning phase. 0 = Test mode (no dropout or batch normalization)\n",
    "    # layer_outputs = [func([model_inputs, 0.])[0] for func in funcs]\n",
    "    layer_outputs = [func(list_inputs)[0] for func in funcs]\n",
    "    for layer_activations in layer_outputs:\n",
    "        activations.append(layer_activations)\n",
    "        if print_shape_only:\n",
    "            print(layer_activations.shape)\n",
    "        else:\n",
    "            print(layer_activations)\n",
    "    return activations\n",
    "\n",
    "\n",
    "def display_activations(activation_maps):\n",
    "    \"\"\"\n",
    "    (1, 26, 26, 32)\n",
    "    (1, 24, 24, 64)\n",
    "    (1, 12, 12, 64)\n",
    "    (1, 12, 12, 64)\n",
    "    (1, 9216)\n",
    "    (1, 128)\n",
    "    (1, 128)\n",
    "    (1, 10)\n",
    "    \"\"\"\n",
    "    batch_size = activation_maps[0].shape[0]\n",
    "    assert batch_size == 1, 'One image at a time to visualize.'\n",
    "    for i, activation_map in enumerate(activation_maps):\n",
    "        print('Displaying activation map {}'.format(i))\n",
    "        shape = activation_map.shape\n",
    "        if len(shape) == 4:\n",
    "            activations = np.hstack(np.transpose(activation_map[0], (2, 0, 1)))\n",
    "        elif len(shape) == 2:\n",
    "            # try to make it square as much as possible. we can skip some activations.\n",
    "            activations = activation_map[0]\n",
    "            num_activations = len(activations)\n",
    "            if num_activations > 1024:  # too hard to display it on the screen.\n",
    "                square_param = int(np.floor(np.sqrt(num_activations)))\n",
    "                activations = activations[0: square_param * square_param]\n",
    "                activations = np.reshape(activations, (square_param, square_param))\n",
    "            else:\n",
    "                activations = np.expand_dims(activations, axis=0)\n",
    "        else:\n",
    "            raise Exception('len(shape) = 3 has not been implemented.')\n",
    "        plt.imshow(activations, interpolation='None', cmap='jet')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from heartnet_v1 import heartnet\n",
    "load_path='/media/taufiq/Data/heart_sound/models/fold1_noFIR 2018-01-24 16:28:06.346153/weights.0083-0.8925.hdf5'\n",
    "model = heartnet(load_path=load_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(78021, 2500, 1)\n",
      "(78021, 1)\n",
      "(9834, 2500, 1)\n",
      "(9834, 1)\n",
      "loading complete\n"
     ]
    }
   ],
   "source": [
    "from heartnet_v1 import reshape_folds\n",
    "import tables\n",
    "fold_dir='/media/taufiq/Data/heart_sound/feature/potes_1DCNN/balancedCV/folds/'\n",
    "foldname='fold1_noFIR'\n",
    "feat = tables.open_file(fold_dir + foldname + '.mat')\n",
    "x_train = feat.root.trainX[:]\n",
    "y_train = feat.root.trainY[0, :]\n",
    "x_val = feat.root.valX[:]\n",
    "y_val = feat.root.valY[0, :]\n",
    "train_parts = feat.root.train_parts[:]\n",
    "val_parts = feat.root.val_parts[0, :]\n",
    "\n",
    "for i in range(0, y_train.shape[0]):\n",
    "    if y_train[i] == -1:\n",
    "        y_train[i] = 0  ## Label 0 for normal 1 for abnormal\n",
    "for i in range(0, y_val.shape[0]):\n",
    "    if y_val[i] == -1:\n",
    "        y_val[i] = 0\n",
    "x_train, y_train, x_val, y_val = reshape_folds(x_train, x_val, y_train, y_val)\n",
    "print \"loading complete\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----- activations -----\n",
      "[[ 1.57400858  0.          0.         ...,  0.          0.          0.        ]\n",
      " [ 0.70993543  0.          0.         ...,  0.          0.          0.        ]\n",
      " [ 1.8190558   0.          0.         ...,  0.          0.          0.        ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  0.          0.          0.        ]\n",
      " [ 0.          0.          0.         ...,  0.          0.          0.        ]\n",
      " [ 5.54564762  0.          0.         ...,  0.          0.          0.        ]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(1, 9834, 20)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "activations = np.array(get_activations(model,x_val,layer_name='dense_1'))\n",
    "activations.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_path='/media/taufiq/Data/heart_sound/feature/potes_1DCNN/balancedCV/'+'validation'+foldname[4]+'.txt'\n",
    "import pandas as pd\n",
    "val_list=pd.read_csv(list_path,header=None)\n",
    "val_list=val_list.values\n",
    "flat_list = [item[0] for sublist in val_list for item in sublist]\n",
    "flat_list=sorted(flat_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = time.time()\n",
    "activations=np.reshape(activations,[9834,20])\n",
    "x_embedded = TSNE(n_components=2,perplexity=500,n_iter=5000,early_exaggeration=1.,init='random').fit_transform(activations)\n",
    "print(x_embedded.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.figure(figsize=(15,15))\n",
    "plt.scatter(x_embedded[:,0],x_embedded[:,1],c=int(flat_list))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f12384add90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,15))\n",
    "plt.scatter(x_embedded[:,0],x_embedded[:,1],c=np.reshape(y_val,[9834,]))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.96318894])"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(y_val-np.reshape(np.hstack(activations),[9834,1])<.5)/9834."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
